Essays about: "the black box approach"

Showing result 1 - 5 of 76 essays containing the words the black box approach.

1. 1. Towards gradient faithfulness and beyond

   University essay from Högskolan i Halmstad/Akademin för informationsteknologi

   Author : Vincenzo Buono; Isak Åkesson; [2023]
   Keywords : XAI; Visual Explanations; CAM; Grad-CAM; Expected Grad-CAM; Hyper Expected Grad; Class Activation Maps; Explainable AI; Faithfulness; Neural Network interpretability; Hyper Resolution CAM; Super Resolution CAM; Natural Encoding;

   Abstract : The riveting interplay of industrialization, informalization, and exponential technological growth of recent years has shifted the attention from classical machine learning techniques to more sophisticated deep learning approaches; yet its intrinsic black-box nature has been impeding its widespread adoption in transparency-critical operations. In this rapidly evolving landscape, where the symbiotic relationship between research and practical applications has never been more interwoven, the contribution of this paper is twofold: advancing gradient faithfulness of CAM methods and exploring new frontiers beyond it. READ MORE

3. 2. Counterfactual and Causal Analysis for AI-based Modulation and Coding Scheme Selection

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Kun Hao; [2023]
   Keywords : Explainable Artificial Intelligence; Counterfactual; Causal Analysis; Shapley Additive Explanations; Modulation and Coding Scheme; Förklarlig artificiell intelligens; kontrafaktisk analys; orsaksanalys; Shapley tillsatsförklaringar; modulerings och kodningsschema;

   Abstract : Artificial Intelligence (AI) has emerged as a transformative force in wireless communications, driving innovation to address the complex challenges faced by communication systems. In this context, the optimization of limited radio resources plays a crucial role, and one important aspect is the Modulation and Coding Scheme (MCS) selection. READ MORE

4. 3. Unsupervised Anomaly Detection and Explainability for Ladok Logs

   University essay from Umeå universitet/Institutionen för datavetenskap

   Author : Mimmi Edholm; [2023]
   Keywords : machine learing; anomaly detection; ml;

   Abstract : Anomaly detection is the process of finding outliers in data. This report will explore the use of unsupervised machine learning for anomaly detection as well as the importance of explaining the decision making of the model. READ MORE

5. 4. Investigating programming language support for fault-tolerance

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Ismail Demirkoparan; [2023]
   Keywords : Dataflow; Fault tolerance; Data streaming; Distributed systems; Checkpointing; Logging; Lineage; Lineage stash; Arc-Lang; Apache Flink;

   Abstract : Dataflow systems have become the norm for developing data-intensive computing applications. These systems provide transparent scalability and fault tolerance. For fault tolerance, many dataflow-system adopt a snapshotting approach which persists the state of an operator once it has received a snapshot marker on all its input channels. READ MORE

6. 5. Tracking Optimization in Agrivoltaic Systems : A Comparative Study for Apple Orchards

   University essay from KTH/Skolan för industriell teknik och management (ITM)

   Author : Maddalena Bruno; [2023]
   Keywords : Agrivoltaics; Optimization; Light sharing; Apple Orchards; Lantbruk; Optimering; Ljusdelning; Äppelodlingar;

   Abstract : Agrivoltaic (APV) systems, based on the co-location of solar panels and crops, are an innovative solution to land-use conflicts that often arise between agriculture and energy production. Their optimal functioning starts with efficient management and sharing of light between solar panels and underlying plants. READ MORE